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Instruction Tuning

Instruction tuning ek training technique hai jisme ek pre-trained language model ko…

Overview

Instruction Tuning — Quick Facts

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Property: Detail

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Full Name: Instruction Tuning (Instruction…

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Also Known As: Instruction following,…

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Type: Supervised fine-tuning technique…

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Infobox

📚 | Property | Detail | |---|---| | Full Name | Instruction Tuning (Instruction…

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Simple Explanation

💡 Analogies | Analogy | Explanation | |---|---| | New Employee Training | University degree…

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Why Instruction Tuning

🎯 | Problem Without IT | Solution With IT | |---|---| | Model text complete karta hai,…

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How Instruction Tuning Works

⭐ | Step | What Happens | |---|---| | 1. Base Model Ready | Pre-trained LLM — billions of…

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Instruction Tuning Pipeline

🔑 `mermaid flowchart TD A[📚 Pre-trained LLM<br/>Billions of params<br/>General…

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Training Stages Comparison

✨ | Stage | Goal | Data | Technique | Example | |---|---|---|---|---| | Pretraining |…

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Instruction Data Format

🌟 | Field | Description | Example | |---|---|---| | instruction | Task description — kya…

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Key Models & Datasets

🚀 Models | Model | Organization | Base | Year | Specialty | |---|---|---|---|---| |…

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Instruction Tuning vs Other Approaches

📚 | Approach | Data | Goal | Complexity | Result | |---|---|---|---|---| | Instruction…

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Challenges & Limitations

💡 | Challenge | Detail | |---|---| | Data Quality | Garbage in = garbage out — low quality…

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Best Practices

🎯 | Practice | Reason | |---|---| | Diverse tasks include karo | Broad task coverage =…

Comparison

Training Stages Comparison

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Pretraining: General language knowledge

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